Prosecution Insights
Last updated: October 27, 2026
Application No. 18/073,017

Quality Assurance for Unattended Computer Vision Counting

Final Rejection §101
Filed
Dec 01, 2022
Priority
Nov 09, 2020 — provisional 63/111,117 +1 more
Examiner
BARBEE, MANUEL L
Art Unit
2857
Tech Center
2800 — Semiconductors & Electrical Systems
Assignee
The United States Of America AS Represented By The Director Of The National Geospatial-Intelligence
OA Round
2 (Final)
82%
Grant Probability
Favorable
3-4
OA Rounds
0m
Est. Remaining
96%
With Interview

Examiner Intelligence

Grants 82% — above average
82%
Career Allowance Rate
760 granted / 930 resolved
+13.7% vs TC avg
Moderate +14% lift
Without
With
+13.9%
Interview Lift
resolved cases with interview
Typical timeline
2y 12m
Avg Prosecution
30 currently pending
Career history
979
Total Applications
across all art units

Statute-Specific Performance

§101
26.2%
-13.8% vs TC avg
§103
37.0%
-3.0% vs TC avg
§102
21.6%
-18.4% vs TC avg
§112
12.4%
-27.6% vs TC avg
Black line = Tech Center average estimate • Based on career data from 930 resolved cases

Office Action

§101
DETAILED ACTION Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Specification The disclosure is objected to because of the following informalities: In paragraph 116, delete “Equation 50”, and insert --Equation 40--. Appropriate correction is required. Claim Rejections - 35 USC § 101 35 U.S.C. 101 reads as follows: Whoever invents or discovers any new and useful process, machine, manufacture, or composition of matter, or any new and useful improvement thereof, may obtain a patent therefor, subject to the conditions and requirements of this title. Claims 1-20 are rejected under 35 U.S.C. 101 because the claimed invention is directed to an abstract idea without significantly more. Per step 1 of the Subject Matter Eligibility Test (See MPEP 2106), claim 1 is directed to method, which is a process and falls within a statutory category (See MPEP 2106.03). Per step 2A, prong 1, claim 1 recites in a training mode; determining a first set of values associated with the number of objects counted by the computer vision tool; generating coefficients. using digital filters. wherein the coefficients are based on the number of objects counted by the computer vision tool and the first set of values. and where the coefficients are used to calculate a performance score of the computer vision tool using a recall score and a precision score for each labeled image; filtering out coefficients corresponding to labeled images with performance scores below a threshold; in a non-training mode; when the status signal is high, receiving a number of objects counted by the computer vision tool for one or more second images at the area of interest; outputting a statistically adjusted machine count for the one or more second images, where the statistically adjusted machine count is based at least in part on the coefficients generated in the training mode, and the number of objects counted by the computer vision tool for the one or more second images in the non-training mode. These claim limitations are mathematical calculations and mathematical relationships, which fall into the mathematical concepts grouping (See MPEP 2106.04(a)(2), subsection I). The additional elements in claim 1 are receiving, for each of a plurality of first images at an area of interest, a number of objects counted by the computer vision tool; displaying a visual status signal to a recipient; and when the status signal is low, outputting to the recipient, a notification of declination to process subsequent images from the computer vision tool. Per step 2A, prong 2, The abstract idea is not integrated into a practical application. Receiving a number of objects counted is mere data gathering in conjunction with the abstract idea, which is insignificant extra-solution activity (See MPEP 2106.05(g)). The steps for displaying a visual status signal and outputting to the recipient a notification, are simply outputting the result of the abstract idea, which are also insignificant extra-solution activity. When considered in combination, the additional elements provide no more than the insignificant extra-solution activity. Per step 2B, claim 1 does not include additional elements that are sufficient to amount to significantly more than the judicial exception for the same reason. Further, the courts have recognized that retrieving or collecting data in various manners is well understood, routine and conventional (See MPEP 2106.05(d)(II)). Claims 2-5 and 21-28 depend from claim 1. Claims 2-5 and 21-28 recite further details of the abstract idea and do not recite any further additional elements. Therefore, claims 2-5 and 21-28 are rejected for the same reason. Per step 1 of the Subject Matter Eligibility Test (See MPEP 2106), claim 29 is directed to computer vision count assessment tool, which is a product and falls within a statutory category (See MPEP 2106.03). Per step 2A, prong 1, claim 29 recites in a training mode; determining a first set of values associated with the number of objects counted by the computer vision tool; generating coefficients. using digital filters. wherein the coefficients are based on the number of objects counted by the computer vision tool and the first set of values. and where the coefficients are used to calculate a performance score of the computer vision tool using a recall score and a precision score for each labeled image; filtering out coefficients corresponding to labeled images with performance scores below a threshold; in a non-training mode; when the status signal is high, receiving a number of objects counted by the computer vision tool for one or more second images at the area of interest; outputting a statistically adjusted machine count for the one or more second images, where the statistically adjusted machine count is based at least in part on the coefficients generated in the training mode, and the number of objects counted by the computer vision tool for the one or more second images in the non-training mode. These claim limitations are mathematical calculations and mathematical relationships, which fall into the mathematical concepts grouping (See MPEP 2106.04(a)(2), subsection I). The additional elements in claim 29 are a memory configured to store instructions; at least one processor configured to execute instructions to operate in a training mode and a non-training mode; receiving, for each of a plurality of first images at an area of interest, a number of objects counted by the computer vision tool; displaying a visual status signal to a recipient; and when the status signal is low, outputting to the recipient, a notification of declination to process subsequent images from the computer vision tool. Per step 2A, prong 2, The abstract idea is not integrated into a practical application. The recitation of the memory and the processor amount to instructions to implement the abstract idea on a computer (See MPEP 2106.05(f)). Receiving a number of objects counted is mere data gathering in conjunction with the abstract idea, which is insignificant extra-solution activity (See MPEP 2106.05(g)). The steps for displaying a visual status signal and outputting to the recipient a notification, are simply outputting the result of the abstract idea, which are also insignificant extra-solution activity. When considered in combination, the additional elements provide no more than the insignificant extra-solution activity. Per step 2B, claim 1 does not include additional elements that are sufficient to amount to significantly more than the judicial exception for the same reason. Further, The courts have recognized that retrieving or collecting data in various manners is well understood, routine and conventional (See MPEP 2106.05(d)(II)). Claims 30-33 depend from claim 29. Claims 30-33 recite further details of the abstract idea and do not recite any further additional elements. Therefore, claims 30-33 are rejected for the same reason. Per step 1 of the Subject Matter Eligibility Test (See MPEP 2106), Claim 34 recites a non-transitory computer readable medium, which is a product and falls within a statutory category (See MPEP 2106.03). Claim 34 recites an abstract idea and additional elements similar to those recited in claim 29 and is rejected for the same reason. Response to Arguments Applicant's arguments filed 15 July 2026 have been fully considered but they are not persuasive. Applicant states that claim 1 is not directed to an abstract idea as wet forth in the Rejection. Applicant states that the method requires displaying a status signal and when the status signal is low to output a notification and declining processing of subsequent images from the computer vision tool. While the claim limitations for displaying a status signal and outputting a notification are additional elements, the displaying step and the outputting step are merely outputting the result of the abstract idea, which is insignificant extra-solution activity (See MPEP 2106.05(g)) Applicant states that the claimed invention provides an improvement in the functioning of a computer or an improvement to other technology or a technical field. Applicant refers to improvements discussed in the Specification in paragraphs 4 and 12-16. Applicant states that these improvements are reflected in the claims. However, the judicial exception alone cannot provide the improvement and the improvement can be provided by one or more additional elements (See MPEP 2106.05(a), sixth paragraph). As discussed in the rejection above, the additional elements recited in the claims describe insignificant extra-solution activity and mere instructions to implement the abstract idea on a generic computer. Conclusion THIS ACTION IS MADE FINAL. Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to MANUEL L BARBEE whose telephone number is (571)272-2212. The examiner can normally be reached M-F: 9-5:30.. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Shelby A Turner can be reached on 571-272-6334. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /MANUEL L BARBEE/Primary Examiner, Art Unit 2857
Read full office action

Prosecution Timeline

Show 2 earlier events
Dec 17, 2024
Non-Final Rejection mailed — §101
Jul 17, 2025
Response after Non-Final Action
May 04, 2026
Response after Non-Final Action
May 04, 2026
Response Filed
May 21, 2026
Response Filed
Sep 10, 2026
Final Rejection mailed — §101
Sep 14, 2026
Examiner Interview Summary
Sep 14, 2026
Applicant Interview (Telephonic)

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

3-4
Expected OA Rounds
82%
Grant Probability
96%
With Interview (+13.9%)
2y 12m (~0m remaining)
Median Time to Grant
Moderate
PTA Risk
Based on 930 resolved cases by this examiner. Grant probability derived from career allowance rate.

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